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ResearchFormerly WizWand

Instrument Segmentation on CholecSeg8k M2CAI-Seg (last episode)

80.88Gr IoUJoint-T

Evaluation results

Method	Links
Joint-T2026.04		80.88	79.54	71.07	49.03	39.64	67.65	57.87	57.05	63.67	—	—
Ours (SAM)2026.04		80.85	74.9	71.04	50.29	38.93	64.98	57.1	56.47	62.58	2.8	0.69
Ind-T2026.04		79.4	—	69.34	47.02	39.05	63.91	59.56	55.78	59.71	—	—
Ind-T2026.04		74.11	76.04	—	—	—	—	—	—	75.08	—	—
Ours (DeepLabv3+)2026.04		66.18	58.08	65.73	50.17	35.88	61.38	55.41	53.71	56.12	3.24	5.7
CAT-SD2026.04		62.39	55.14	66.05	43.98	34.66	47.35	52.63	48.93	51.74	-0.13	0.92
PLOP2026.04		58.98	46.29	65.34	33.41	33.12	50.8	54.78	47.49	48.96	-6.26	-0.52
RCIL2026.04		55.89	43.97	61.68	42.53	29.1	55.39	52.61	48.26	48.74	-8.96	0.25
LWF2026.04		54.7	36.29	65.46	42.98	35.16	45.23	51.94	48.15	47.39	-13.4	0.14
SI2026.04		54.3	41.65	63.15	49.7	31.86	50.75	47.6	48.61	48.43	-10.92	0.6
EWF2026.04		53.96	43.38	65.89	44.7	31.96	58.27	50.73	50.31	49.84	-10.23	2.3
Seq-F2026.04		53.67	39.07	62.59	49.61	32.18	47.14	43.5	47.01	46.82	-12.52	-1
ILT2026.04		52.52	39.43	55.51	48.77	30.32	54.39	52.29	48.25	47.6	-12.92	0.24
RASD2026.04		51.54	55.53	50.4	44.93	32.29	51.04	52.23	46.18	48.28	-5.36	-1.83
LISM2026.04		51.06	45.8	61.06	45.2	29.27	50.72	50.47	47.34	47.65	-10.47	-0.67
CoinSeg2026.04		48.3	54.45	57.09	42.27	35.65	53.34	54.72	48.61	49.4	-7.52	0.6
MiB2026.04		47.79	42.29	65.31	38.48	33.25	55.48	50.48	48.6	47.58	-13.85	0.59